{"id":"W2414890411","doi":"10.6000/2369-3355.2016.03.01.2","title":"Methodologies of Application of Sol-Gel Based Solution onto Substrate: A Review","year":2016,"lang":"en","type":"review","venue":"Journal of Coating Science and Technology","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Substrate (aquarium); Materials science; Sol-gel; Computer science; Nanotechnology; Process engineering; Engineering; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002330962,0.0001544555,0.001075453,0.0007349732,0.00004083218,0.000007366164,0.0004977637,0.0002140032,8.737232e-7],"category_scores_gemma":[0.0006450914,0.0001059403,0.0001139158,0.00101256,0.0004540569,0.0001084637,0.00004360827,0.0002912651,3.39896e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001121648,"about_ca_system_score_gemma":0.0003839282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002114794,"about_ca_topic_score_gemma":0.000004327548,"domain_scores_codex":[0.9984536,0.00003569835,0.0009208199,0.0001352981,0.0002585154,0.0001961223],"domain_scores_gemma":[0.9980025,0.0001968141,0.001034787,0.0002323802,0.0005038402,0.00002972602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[8.119952e-7,0.000007550881,0.000005808279,0.01050623,0.0000221929,7.768509e-7,0.000003702426,0.00002194348,0.0180503,0.002787612,0.00001334503,0.9685797],"study_design_scores_gemma":[0.00183605,0.003395708,0.00004917733,0.4658361,0.004137901,0.002261832,0.0001461891,0.2162761,0.02522923,0.03367927,0.2442679,0.002884578],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001588785,0.9082588,0.09115981,0.00008152494,0.00006770524,0.0001718255,0.000004979866,0.00002614263,0.00007031051],"genre_scores_gemma":[0.003962034,0.9821912,0.01380625,0.000004297513,0.00001395188,0.000008012278,9.479436e-7,0.00001156845,0.000001742769],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9656951,"threshold_uncertainty_score":0.432012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02914192526726227,"score_gpt":0.3268450037539904,"score_spread":0.2977030784867282,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}